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15,895 grants matching “artificial intelligence”
THE ABILITY TO ACCURATELY QUANTIFY SNOWPACK VARIABILITY HAS MAJOR IMPACTS ON ESTIMATIONS OF SNOW DEPTH SNOW WATER EQUIVALENT (SWE) AND ULTIMATELY NET WATER STORAGE. COMPLEX PHYSICS BASED MODELS HAVE ATTEMPTED TO CAPTURE THE PRIMARY PHYSICAL MECHANISMS THAT AFFECT SNOWPACK PROPERTIES AND HAVE BEEN CAPABLE OF ESTIMATING SNOW PROPERTIES ACCURATELY IF DRIVEN BY ACCURATE METEOROLOGICAL FORCINGS. HOWEVER THEY TYPICALLY FAIL TO MODEL ABRUPT CHANGES IN SNOWPACK ESPECIALLY IN MOUNTAINOUS TERRAIN AND DO NOT MODEL SUBKILOMETER SNOW VARIABILITY WELL. THIS IS IN PART DUE TO THE LACK OF IN-SITU MEASUREMENTS THAT CONTAIN THE DETAILED FORCING DATA REQUIRED BY THE COMPLEX MODELS COMBINED WITH OUR POOR UNDERSTANDING OF THE RELATIONSHIP BETWEEN MEASURED AND UNMEASURED LOCATIONS. THE WORK PROPOSED HERE WILL LEVERAGE NEWLY AVAILABLE DATASETS FROM: THE NASA SNOWEX INSITU MEASUREMENTS LEGACY DATASETS FROM: NASA CLPX I BOISE DRY CREEK AND REYNOLDS CREEK EXPERIMENTAL WATERSHEDS; AND PHYSICAL MODEL OUTPUTS FROM SOLAR RADIATION AND WIND VECTOR FIELDS. OUR APPROACH TO BETTER UNDERSTAND SNOW DISTRIBUTION IS THROUGH THE EYES OF A DATA AND MACHINE-LEARNING SCIENTIST. THE RISE OF COMPUTATIONAL POWER HAS OPENED THE DOOR TO EFFICIENT EXPLORATION OF LARGE DATASETS. MOREOVER NEWLY DEVELOPED ARTIFICIAL INTELLIGENCE (AI) ALGORITHMS HAVE BEGUN TO SURPASS HUMAN PERFORMANCE SPECIFICALLY IN IMAGE AND SEQUENTIAL DATA. WE PROPOSE TO USE AI TO EXPLORE THE NONLINEAR SYSTEMS WITHIN THE CRYOSPHERE IN HOPES TO BETTER UNDERSTAND HOW THE SEASONAL SNOWPACK IS CHANGING SPATIALLY AND TEMPORALLY. THIS PROJECT WILL USE REAL TIME APPLICATIONS OF AI WHICH WILL REQUIRE EFFICIENTLY STORED ARCHIVES OF DATA. WE PROPOSE TO UTILIZE GRAPHS TO STORE DATA THOSE DATA FOR FAST QUERIES; GRAPH DATABASES ARE IDEAL FOR SUCH REAL-TIME TASKS. INCLUSIVELY GRAPHS HAVE UNIQUE PROPERTIES THAT ALLOW DELINEATION OF OPTIMAL IN-SITU SITES AND TRAINING SETS FOR MACHINE-DRIVEN ALGORITHMS. THE OBJECTIVE OF THIS WORK IS TO: 1) DEFINE A CLEAR METHOD TO MANAGE LARGE CRYOSPHERE DATASETS IN GRAPH DATABASE AS WELL AS TECHNIQUES ON EFFICIENT QUERIES 2) IMPLEMENT OF VARIOUS MACHINE LEARNING ALGORITHMS TO MAXIMIZE INFORMATION RETRIEVAL FROM A VARIETY OF REMOTELY SENSED AND INSITU MEASUREMENTS AND 3) IDENTIFY REGIONAL AND LOCAL IN-SITU MEASUREMENTS OF SNOWPACK CONDITIONS. THE RESULTS OF THIS WORK WILL PROVIDE BETTER WATER SUPPLY ESTIMATES USING STATE-OF-THE-ART TECHNOLOGY AND REMOTE SENSING PLATFORMS AND WILL ALLOW FOR DETECTION OF KEY VALIDATION POINTS FOR FUTURE MONITORING SITES TO IMPROVE CURRENT AND FUTURE SPRING/SUMMER RUN-OFF MODELS. THIS PROJECT WILL PRODUCE A WELL-DOCUMENTED IMPLEMENTATION OF NASA PROVIDED DATASETS VIA GRAPHICAL MODELS DEEP CONVOLUTIONAL AND RECURRENT NEURAL NETWORKS THROUGH HIGHLY COMPUTATIONAL EFFICIENT OPEN SOURCE PLATFORMS SUCH AS NEO4J TENSORFLOW THEANO AND KERAS TO PREDICT SNOW DEPTH--A HIGHLY VARIABLE UNKNOWN STATE NEEDED FOR ESTIMATIONS OF FROZEN WATER STORAGE IN MOUNTAINOUS TERRAIN.
$119,592Boise State University · · FY2020 · National Aeronautics and Space Administration
Text mining in the Cloud
$119,564Paul Warren Sternberg · California Institute Of Technology · U24 · FY2022 · HG
Foot Pressure and Shear Data Visualization System
$119,415Foster-Miller, Inc. · R43 · FY2002 · DK
Workshop: Understanding Emerging Technologies and the Future of Work
$119,392Laurel Smith-Doerr · University Of Massachusetts Amherst · · FY2017 · SBE
Substance Abuse Continuing Care through Mobile Assessment and Messaging.
$119,348Frederick John Muench · Mobile Health Interventions Llc · R43 · FY2010 · DA
Deep learning tools for the automated analysis of hematopathology whole slide images and the development of prognostic algorithms for hematopoietic stem cell transplant recipients
$119,318Gregory Mark Goldgof · University Of California, San Francisco · K38 · FY2021 · HL
Artificial Intelligence-Based Approaches for Renal Structure Characterization in Computed Tomography Images
$119,250Timothy Lee Kline · Mayo Clinic Rochester · R03 · FY2021 · DK
Digital Phenotyping of Nonalcoholic Fatty Liver Disease
$119,250Alina M Allen · Mayo Clinic Rochester · R03 · FY2022 · DK
Digital Phenotyping of Nonalcoholic Fatty Liver Disease
$119,250Alina M Allen · Mayo Clinic Rochester · R03 · FY2021 · DK
CAREER DEVELOPMENT PROGRAM
$119,235Robert E. Tigelaar · Yale University · P50 · FY2010 · CA
CAREER DEVELOPMENT PROGRAM
$119,235Robert E. Tigelaar · Yale University · P50 · FY2009 · CA
CAREER DEVELOPMENT PROGRAM
$119,235Robert E. Tigelaar · Yale University · P50 · FY2008 · CA
CAREER DEVELOPMENT PROGRAM
$119,231Robert E. Tigelaar · Yale University · P50 · FY2007 · CA
Training Program in Big Data Systems Neuroscience
$119,150Aryn Hilary Gittis · Carnegie-Mellon University · T32 · FY2022 · NS
Quantitative Analysis of GBM Invasion Mechanisms with New Imaging Protocol
$119,048Jun Kong · Emory University · K25 · FY2017 · CA
An artificial intelligence-driven distributed stereotactic radiosurgery strategy for multiple brain metastases management
$118,985Xuejun Gu · Ut Southwestern Medical Center · R01 · FY2021 · CA
Collaborative Research: : Advancing the Scale of Ceramic Compositional Analysis
$118,941Jeffrey R Ferguson · University Of Missouri-Columbia · · FY2025 · SBE
Collaborative Research: CAIG: Characterization of 3D Flow Structure in Transient Headland Eddies using Model-Integrated Adaptive Sampling with Multiple AUVs
$118,725Jeffrey A Caley · Pacific Lutheran University · · FY2025 · GEO
Human Immune Monitoring Center
$118,531Sacha Gnjatic · Icahn School Of Medicine At Mount Sinai · P30 · FY2025 · CA
Collaborative Research: RAPID: Empowering Math Teachers with an AI Tool for Auto-Generation of Technology-Enhanced Assessments
$118,525Shuchi Grover · Looking Glass Ventures, Llc · · FY2023 · EDU
SGER: Rescuing the MIT Film History of AI
$118,524Rodney A Brooks · Massachusetts Institute Of Technology · · FY2005 · CSE
Pittsburgh Craniofacial Sciences Training Program
$118,284Charles Sfeir · University Of Pittsburgh At Pittsburgh · R90 · FY2024 · DE
An AI-Directed CDS Tool to Reduce Iron Deficiency Anemia in Pregnancy: A Randomized Controlled Trial (AID-IDA Trial)
$118,089Mark Allen Clapp · Massachusetts General Hospital · R21 · FY2024 · HS
Quantitative Analysis of GBM Invasion Mechanisms with New Imaging Protocol
$117,968Jun Kong · Emory University · K25 · FY2015 · CA
Quantitative Analysis of GBM Invasion Mechanisms with New Imaging Protocol
$117,968Jun Kong · Emory University · K25 · FY2016 · CA